{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,19]],"date-time":"2026-06-19T03:23:19Z","timestamp":1781839399133,"version":"3.54.5"},"reference-count":35,"publisher":"Oxford University Press (OUP)","issue":"4","license":[{"start":{"date-parts":[[2025,3,19]],"date-time":"2025-03-19T00:00:00Z","timestamp":1742342400000},"content-version":"vor","delay-in-days":1,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,3,29]]},"abstract":"<jats:title>Abstract<\/jats:title>\n               <jats:p>The significance of nanoparticle shapes is evident in various domains of detecting trace metals in biomolecular assays and nanotechnology applications. The present study focused on copper and aluminum-water hybrid nanofluid flow inside a lid-driven cavity. The heated elliptic-shaped obstacle is emended inside the lid-driven square cavity. The hybrid nanofluid contained water and two categories of nanoparticles with sphere, column, and lamina shapes. The solution of the projected model governing equations is evaluated by the Galerkin Method. Long short-term memory is used to ensure the accuracy of the solution and comparison of results. The characteristics of hybrid nanofluid are presented as streamlines, isothermal contour plots, kinetic energy, and heat transfer. The graphical description shows that lamina-shaped nano-sized particles dominate the distribution of temperature and heat transfer. The long short-term memory approach demonstrated high accuracy in our comparative analysis.<\/jats:p>","DOI":"10.1093\/jcde\/qwaf032","type":"journal-article","created":{"date-parts":[[2025,3,19]],"date-time":"2025-03-19T01:09:11Z","timestamp":1742346551000},"page":"14-25","source":"Crossref","is-referenced-by-count":6,"title":["Finite element and long short-term memory analysis for impact of nanoparticle shape on hybrid nanofluid flow in a lid-driven cavity"],"prefix":"10.1093","volume":"12","author":[{"given":"Umair","family":"Rashid","sequence":"first","affiliation":[{"name":"Institute for Advanced Study, Chengdu University , Chengdu 610106 ,","place":["P.R. 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